| 1. Capturing Patterns |
Observes your Claude Code sessions to detect recurring workflows, commands, and file access patterns |
| 2. Suggesting Skills |
Proposes skill creation when patterns repeat 3+ times with evidence explaining why |
| 3. Managing Skills |
Provides guided workflows for creating, searching, listing, and organizing skills |
| 4. Auto-Loading |
Automatically loads relevant skills based on context while respecting token budgets (2-5% of context) |
| 5. Learning |
Refines skills based on your corrections and feedback with bounded parameters and user confirmation |
| 6. Composing Agents |
Groups frequently co-activated skills into composite agents stored in .claude/agents/ |
| 7. Quality Validation |
Detects semantic conflicts between skills and scores activation likelihood (v1.1) |
| 8. Testing & Simulation |
Automated test cases, activation simulation, and calibration benchmarks (v1.2) |
| 9. Agent Teams |
Multi-agent team coordination with leader-worker, pipeline, and swarm topologies (v1.4) |
| 10. Pattern Discovery |
Scan session logs to discover recurring workflows and generate draft skills automatically (v1.5) |
| 11. Orchestrator |
Master agent routing user intent to GSD commands via dynamic discovery and intent classification (v1.7) |
| 12. Skill Workflows |
Multi-step skill chains with dependency tracking and crash recovery (v1.7) |
| 13. Skill Roles |
Behavioral constraints and tool scoping for agent personas (v1.7) |
| 14. Work Bundles |
Project-phase skill sets with progress tracking and auto-suggestion (v1.7) |
| 15. Inter-Skill Events |
Event emit/listen system enabling causal activation chains (v1.7) |
| 16. Skill Pipeline |
Composable pipeline architecture with pluggable stages replacing monolithic skill loading (v1.8) |
| 17. Token Budgets |
Per-agent token budget profiles with critical/standard/optional priority tiers (v1.8) |
| 18. Capability Planning |
Auto-generated capability manifests, phase declarations, and skill injection into executors (v1.8) |
| 19. Cache Optimization |
Cache-aware skill ordering with cacheTier metadata for prompt cache efficiency (v1.8) |
| 20. Research Compression |
10-20x research document reduction with staleness detection (v1.8) |
| 21. Parallelization Advisor |
Wave-based parallel execution recommendations from plan dependency analysis (v1.8) |
| 22. Spec Alignment |
Full Claude Code spec compliance: $ARGUMENTS injection, context:fork, dual-format allowed-tools, shell injection prevention (v1.9) |
| 23. Progressive Disclosure |
Large skills auto-decompose into SKILL.md + references/ + scripts/ with token budget awareness (v1.9) |
| 24. Cross-Platform Portability |
Export skills as portable archives or platform-specific formats (Claude, Cursor, Codex, Copilot, Gemini) (v1.9) |
| 25. Evaluator-Optimizer |
Precision/recall/F1 tracking, A/B evaluation with t-test significance, health dashboard (v1.9) |
| 26. MCP Distribution |
Publish .tar.gz skill packages, install from local/remote, MCP server with 4 tools (v1.9) |
| 27. Enhanced Topologies |
Router and Map-Reduce team patterns, inter-team deadlock detection, cost estimation (v1.9) |
| 28. Session Continuity |
Save/restore/handoff with warm-start context and cross-session ephemeral promotion (v1.9) |
| 29. Agentic RAG |
Adaptive TF-IDF/embedding routing, corrective refinement, cross-project skill discovery (v1.9) |
| 30. Quality of Life |
Description quality scoring, budget dashboard, Mermaid dependency graphs, GSD command injection (v1.9) |
| 31. Security Hardening |
Path traversal prevention, YAML safe deserialization, JSONL integrity with checksums, secret redaction, dangerous command deny list (v1.10) |
| 32. Data Integrity |
SHA-256 checksums on JSONL entries, schema validation, observation rate limiting, anomaly detection, compaction and purge (v1.10) |
| 33. Learning Safety |
Cumulative drift tracking with 60% threshold, contradictory feedback detection, skill audit CLI (v1.10) |
| 34. Access Control |
File integrity monitoring, audit logging, inheritance depth limits, impact analysis, concurrency locks, operation cooldowns (v1.10) |
| 35. Operational Safety |
Hook error boundaries, hook safety validation, orchestrator confirmation gates, classification audit logging (v1.10) |
| 36. GSD Integration Config |
Per-feature toggles, Zod-validated JSON config, CLI validation command, opt-out model with sensible defaults (v1.11) |
| 37. Install & Git Hooks |
Idempotent install script with --uninstall, POSIX shell post-commit hook for zero-cost commit observation to sessions.jsonl (v1.11) |
| 38. Session Commands |
/sc:start warm-start briefing, /sc:status budget dashboard, /sc:suggest interactive review, /sc:observe session snapshot, /sc:digest learning digest (v1.11) |
| 39. Wrapper Commands |
/wrap:execute, /wrap:verify, /wrap:plan with skill loading, /wrap:phase smart lifecycle router (v1.11) |
| 40. Passive Monitoring |
Plan-vs-summary diffing, STATE.md transition detection, ROADMAP.md structural diff, scan-on-demand architecture (v1.11) |
| 41. Planning Docs Dashboard |
Markdown-to-HTML generator parsing .planning/ artifacts into 5 browsable pages with dark theme, no external dependencies (v1.12) |
| 42. Structured Data & SEO |
JSON-LD (Schema.org), Open Graph meta tags, semantic HTML5 on all dashboard pages (v1.12) |
| 43. Incremental Builds |
SHA-256 content hashing, build manifest, auto-refresh with scroll preservation, visual refresh indicator (v1.12) |
| 44. Live Session Pulse |
Real-time session monitoring with ticking duration, commit feed, heartbeat indicator, message counters at 1-2s sample rate (v1.12.1) |
| 45. Phase Velocity & Planning Quality |
Timeline visualization, per-phase stats, TDD rhythm analysis, accuracy scores, emergent work ratio at 5-10s sample rate (v1.12.1) |
| 46. Historical Trends |
Milestone comparison, commit type distribution, velocity curves, file hotspots with CSS-only visualizations (v1.12.1) |
| 47. Message Stack |
Async command queuing with priority levels (push/pop/poke/drain) and tmux session integration (v1.13) |
| 48. Session Lifecycle |
Managed Claude Code sessions via tmux with start/list/watch/pause/resume/stop/save and heartbeat monitoring (v1.13) |
| 49. Recording & Playback |
Stream capture (terminal, stack events, file changes) with 4 replay modes (analyze, step, run, feed) and 14-metric computation (v1.13) |
| 50. Pipeline List Coprocessor |
Declarative workflow programs with WAIT/MOVE/SKIP instructions synchronized to GSD lifecycle events (v1.13) |
| 51. Offload Engine |
Script promotion from skill metadata for deterministic operations executed outside the context window (v1.13) |
| 52. Team-as-Chip Framework |
Amiga-inspired architecture with 4 specialized chips (Agnus, Denise, Paula, Gary), FIFO message ports, 32-bit signals (v1.13) |
| 53. Exec Kernel |
Prioritized round-robin scheduler with 18 typed message protocols and per-team token budgets with burst mode (v1.13) |
| 54. Pipeline Learning |
Observation-to-list compiler, Jaccard feedback engine, versioned library with best-match retrieval (v1.13) |
| 55. Execution Capture |
Pipeline pairing tool_use/tool_result with SHA-256 content hashes for cross-session comparison (v1.14) |
| 56. Determinism Analysis |
Three-tier classification (deterministic/semi/non) with configurable variance thresholds and cross-session stability (v1.14) |
| 57. Promotion Pipeline |
Weighted composite scoring, script generation with dry-run validation, F1/MCC gatekeeper, drift monitoring with auto-demotion (v1.14) |
| 58. Lineage Tracking |
Bidirectional provenance querying from observation through pattern to promotion to script across all pipeline stages (v1.14) |
| 59. Terminal Integration |
Wetty browser-based terminal with tmux session binding, health checks, dark theme, and config-driven URLs (v1.15) |
| 60. Unified Dev Launcher |
DevEnvironmentManager composing dashboard + terminal with single start/stop/status API (v1.15) |
| 61. Filesystem Message Bus |
Bidirectional .planning/console/ with Zod-validated JSON envelopes, inbox/outbox routing, and pending→acknowledged lifecycle (v1.16) |
| 62. Upload & Configuration |
Drag-and-drop markdown ingestion, document metadata extraction, and 7-section milestone configuration form (v1.16) |
| 63. Interactive Questions |
5 question types (binary, choice, multi-select, text, confirmation) with timeout fallback and urgency escalation (v1.16) |
| 64. Console Dashboard |
Live session status, hot-configurable settings, activity timeline, and clipboard fallback mode (v1.16) |
| 65. Staging Pipeline |
5-state filesystem pipeline (inbox/checking/attention/ready/aside) with structured metadata and trust-aware reporting (v1.17) |
| 66. Hygiene Engine |
11 built-in patterns detecting embedded instructions, hidden content, YAML config safety, with familiarity tiers and trust decay (v1.17) |
| 67. Smart Intake |
Clarity assessment routing (clear/gaps/confused), resource analysis with skill cross-reference, and derived knowledge checking (v1.17) |
| 68. Staging Queue |
7-state machine with append-only audit log, cross-queue dependencies, pre-wiring engine, and dashboard queue panel (v1.17) |
| 69. CSS Design System |
6 domain colors, 4 signal colors, typography tokens (Inter + JetBrains Mono), spacing scale, and 5 status states (v1.18) |
| 70. Gantry & Topology |
Persistent status strip with agent circles/phase fractions/budget bar, and subway-map topology with SVG bezier edges (v1.18) |
| 71. Entity Shapes & Activity |
6 SVG entity shapes with dual encoding, collapsible legend, activity feed with Unicode indicators and domain colors (v1.18) |
| 72. Domain Identifiers |
Domain-prefixed encoding (F-1, B-1.api, T-1:rcp) with backward compatibility and SKILL.md metadata persistence (v1.18) |
| 73. Budget Inventory Model |
LoadingProjection separating installed total from loadable total with tier-aware selection and profile awareness (v1.19) |
| 74. CLI Status Redesign |
Two-section layout with proportional sizing, loading projection, color-coded budget bar, and JSON output mode (v1.19) |
| 75. Budget Configuration |
Per-profile cumulative budgets in integration config, env var backward compat, dual-dimension history with migration (v1.19) |
| 76. Unified CSS Pipeline |
18 component style modules wired into dashboard generator with design system token compliance, no hardcoded hex (v1.20) |
| 77. Dashboard Data Collectors |
Topology, activity feed, budget-silicon, and staging queue collectors bridging real data to dashboard panels (v1.20) |
| 78. Console Page Assembly |
Console as 6th dashboard page with settings panel, activity timeline, question cards, and submit flow (v1.20) |
| 79. Tauri Desktop Shell |
Native app with Rust backend, Vite webview, bidirectional IPC (commands, events, channels), and capability ACL security (v1.21) |
| 80. WebGL CRT Engine |
Multi-pass post-processing with scanlines, barrel distortion, phosphor glow, chromatic aberration, vignette, and CSS fallback (v1.21) |
| 81. Indexed Palette System |
32-color system with 5 retro-computing presets, OKLCH generation, and copper list raster effects (v1.21) |
| 82. Native PTY Terminal |
Rust-backed pseudo-terminal with xterm.js, watermark-based flow control, and tmux session binding (v1.21) |
| 83. Desktop Environment |
Amiga Workbench-inspired window manager with depth cycling, drag/resize, taskbar, pixel-art icons, system menu (v1.21) |
| 84. Boot & Calibration |
Three-screen calibration wizard, Amiga chipset boot sequence animation, accessibility auto-detection (v1.21) |
| 85. Local Cloud Infrastructure |
PXE boot server, kickstart automation, hypervisor-agnostic VM provisioning across KVM/VMware/VirtualBox (v1.22) |
| 86. Minecraft Knowledge World |
Fabric server with Syncmatica mod stack, themed districts, spawn tutorial, schematic library, educational curriculum (v1.22) |
| 87. Platform Portability |
Hardware discovery, distribution abstraction (dnf/apt/pacman), multi-hypervisor VM operations, container fallback (v1.22) |
| 88. Amiga Emulation |
FS-UAE with AROS ROM, application profiles (Deluxe Paint, OctaMED, ProTracker, PPaint), format converters (v1.22) |
| 89. Chipset Formalization |
20 SKILL.md files, 10 agents, 5 teams, 4 topologies, unified chipset YAML with trigger routing (v1.22) |
| 90. Operational Maturity |
RCON-quiesced backups with 24/7/4 rotation, Prometheus monitoring, golden image lifecycle, 4 runbooks (v1.22) |
| 91. AMIGA Mission Infrastructure |
MC-1 Control Surface, ME-1 Mission Environment, CE-1 Commons Engine, GL-1 Governance Layer with 4 typed ICDs (v1.23) |
| 92. Apollo AGC Simulator |
Complete Block II CPU emulation: 38 instructions, ones' complement ALU, bank-switched memory, interrupts, I/O channels (v1.23) |
| 93. AGC Executive/Waitlist |
Priority-based cooperative scheduler with 8 core sets, timer-driven task queue, BAILOUT restart protection (v1.23) |
| 94. DSKY Interface |
Authentic display model with relay decoding, 19-key keyboard, VERB/NOUN processor, Executive Monitor, learn mode (v1.23) |
| 95. AGC Development Tools |
yaYUL assembler, step debugger with breakpoints/watchpoints, disassembler, rope loader, 54-test validation suite (v1.23) |
| 96. AGC Curriculum |
11 chapters from orientation to AGC-to-GSD patterns, 8 hands-on exercises, 1202 alarm capstone (v1.23) |
| 97. RFC Reference Skill |
3-agent system (retriever, analyzer, citation builder), 5 Python scripts, 57-RFC index, multi-format output (v1.23) |
| 98. Observation Hook System |
Zod-validated learner observation types (activity completion, assessment results, time spent, pack lifecycle), ObservationEmitter with sink registration and error isolation (v1.27) |
| 99. AMIGA Event Bridge |
KnowledgeEventBridge converting LearnerObservation to AMIGA EventEnvelope with 6 event types (KNOWLEDGE_*), priority escalation for pack_complete, correlation ID tracking (v1.27) |
| 100. Learning Pattern Detector |
4-pattern detection engine (sequence, timing, scoring, engagement) with confidence scoring, threshold filtering, and skill suggestion generation for high-confidence patterns (v1.27) |
| 101. Pathway Adapter |
Personalized learning path adaptation based on learner history: struggle detection (reinforcement), excellence detection (acceleration), traceable adaptation decisions with observation evidence (v1.27) |
| 102. Activity Scaffolder |
Pattern-to-activity generation creating new PackActivity objects from learning patterns, insertable into existing activity chains, pattern-specific generation for 4 pattern types (v1.27) |
| 103. Approach Promoter |
Pattern-to-skill promotion converting high-confidence learning patterns to reusable skill definitions with trigger conditions, action steps, and SKILL.md markdown output (v1.27) |
| 104. Knowledge Pack Integration |
Complete skill-creator integration infrastructure: observation hooks, AMIGA bridge, pattern detection, pathway adaptation, activity scaffolding, approach promotion, barrel exports with 144 new tests (v1.27) |
| 105. Filesystem Message Bus |
8-priority ISA-encoded message bus with Dispatcher routing, queue health metrics, dead-letter handling, and message pruning (v1.28) |
| 106. 10-Position Staff Topology |
Coordinator, Relay, Planner, Configurator, Monitor, Executor, Verifier, Sentinel, Chronicler, Dashboard organized into 5 operational divisions (v1.28) |
| 107. Topology Profiles |
4 auto-selected profiles (Scout/Patrol/Squadron/Fleet) based on phase count, with role subset hierarchy (v1.28) |
| 108. HALT/CLEAR Protocol |
Priority 0 emergency stop via bus message, 9-type recovery decision matrix in Sentinel position (v1.28) |
| 109. MNA Circuit Simulator |
DC/AC/transient analysis with Newton-Raphson solver, 7 component models, stamp logging for educational visibility (v1.29) |
| 110. Digital Logic Simulator |
8 gate types with CMOS internals, truth tables, ASCII timing diagrams, flip-flops (SR/D/JK/T), ripple-carry adder (v1.29) |
| 111. Safety Warden |
3 operating modes (annotate/gate/redirect), IEC 60449 voltage classification, positive framing with 8 prohibited words (v1.29) |
| 112. Electronics Learn Mode |
3-level depth (practical/reference/mathematical), H&H citation lookup, depth markers in all 15 modules (v1.29) |
| 113. 77 Interactive Labs |
Hands-on electronics experiments across 15 modules in 4 tiers grounded in The Art of Electronics (v1.29) |
| 114. 5 Specialized Engines |
DSP (FFT/FIR), GPIO (UART/SPI/I2C), PLC (ladder logic/PID), Solar (MPPT/battery), PCB (impedance/DRC/Gerber) (v1.29) |
| 115. Vision-to-Mission Types |
Zod schemas for all 8 VTM document structures with inferred TypeScript types and 60/40 budget constraints (v1.30) |
| 116. Vision Document Parser |
Regex section extraction, archetype classifier (Educational/Infrastructure/Organizational/Creative), quality checker (v1.30) |
| 117. Wave Planner |
Parallel track detection via graph coloring, dependency graphs with critical path, sequential savings calculator (v1.30) |
| 118. Model Assignment Engine |
Weighted signal scoring for Opus/Sonnet/Haiku, budget validator, downgrade-only auto-rebalance (v1.30) |
| 119. Pipeline Orchestrator |
End-to-end vision → research → mission with stage skipping, template rendering, enrichment, structured errors (v1.30) |
| 120. MCP Foundation Types |
Shared TypeScript + Rust types for MCP structures with Zod schemas and serde round-trip parity (v1.31) |
| 121. Rust MCP Host Manager |
Server lifecycle with stdio transport, crash detection, exponential backoff, tool routing, capability caching, trace emission (v1.31) |
| 122. Gateway MCP Server |
19 tools across 6 groups, 4 resource providers, 3 prompt templates, Streamable HTTP with bearer auth and scope enforcement (v1.31) |
| 123. MCP Template Generators |
Server, host, and client project scaffolds generating complete, buildable TypeScript projects (v1.31) |
| 124. Agent Bridge |
SCOUT and VERIFY as MCP servers, EXEC as MCP client, inter-agent communication with staging gates and context isolation (v1.31) |
| 125. MCP Security Pipeline |
Hash verification, trust lifecycle with 30-day decay, invocation validation, rate limiting, audit logging, staging gates on all paths (v1.31) |
| 126. Blueprint Editor MCP Blocks |
Server/Tool/Resource block types with port rendering, type-safe wiring engine, deny-by-default rules (v1.31) |
| 127. MCP Trace & Security Panels |
Real-time JSON-RPC trace with sparklines, Security Dashboard with trust states and blocked call log (v1.31) |
| 128. Brainstorm Rules Engine |
Osborn's 4 rules enforced architecturally with Critic gate, two-stage evaluative detection (<5% FP), Black Hat constraint, violation logging (v1.32) |
| 129. Session Manager & Phase Controller |
5-status state machine, strict 5-phase ordering (Explore→Diverge→Organize→Converge→Act), agent activation matrix, timer system (v1.32) |
| 130. 16 Brainstorming Techniques |
Individual (freewriting, mind mapping, rapid ideation, question brainstorming), collaborative (brainwriting 6-3-5, round robin, brain-netting, rolestorming, figure storming), analytical (SCAMPER, Six Hats, starbursting, Five Whys), visual (storyboarding, affinity mapping, lotus blossom) (v1.32) |
| 131. Pathway Router |
5 educational pathways with signal-word matching, mid-session adaptive resequencing on energy/saturation/user signals (v1.32) |
| 132. 8 Specialized Agents |
Facilitator (assessment, transitions, energy), Ideator, Questioner, Analyst (SCAMPER/Hats), Mapper, Persona (constructive figures), Critic (Converge-only), Scribe (always-on capture) (v1.32) |
| 133. SessionBus & Integration |
4-loop filesystem message router, 18 safety-critical tests, 3 E2E pathway tests, chipset YAML with 4 activation profiles (v1.32) |
| 134. OpenStack Skills |
19 GSD skills: 8 core services (keystone/nova/neutron/cinder/glance/swift/heat/horizon), 6 ops (monitoring/backup/security/networking-debug/capacity/kolla-ansible-ops), 4 doc/methodology, kolla-ansible deployment (v1.33) |
| 135. Mission Crews |
3 crew configurations (31 agents): Deployment (12 roles), Operations (8 roles), Documentation (8 roles) with Scout/Patrol/Squadron profiles and crew handoff (v1.33) |
| 136. Cloud ASIC Chipset |
Complete chipset.yaml: 19 skills, 31 agents, 9 communication loops, pre/post-deploy evaluation gates, budget enforcement (118/118 validation checks) (v1.33) |
| 137. NASA SE Documentation |
7-chapter sysadmin guide mapping SE phases, 8-service operations manual (80 procedures), 44 runbooks with dual indexes, 3-tier reference library, cross-cloud translation (v1.33) |
| 138. V&V Infrastructure |
Requirements verification matrix (55 reqs), NPR 7123.1 compliance matrix, 22 safety-critical tests, E2E deployment and user scenario verification scripts (v1.33) |
| 139. Cloud-Ops Modules |
TypeScript dashboard panel, config staging pipeline, deployment observer, git commit rationale formatter, 3-tier knowledge loader (216 tests) (v1.33) |
| 140. Documentation Canonical Source |
158 markdown files as canonical source of truth with YAML frontmatter schema, narrative spine connecting 5 educational layers, 7 gateway documents, 4 extractable templates (educational-pack, career-pathway, AI-learning-prompt, mission-retrospective), site architecture with Astro SSG and 5-phase WordPress migration (v1.34) |
| 141. Mathematical Foundations Engine |
451 typed primitives across 10 domains with 106 dependency edges, 8 mathematical engines (graph, path-finder, classifier, navigator, composition, proof, verification, property-checkers), 58 composition rules (v1.35) |
| 142. sc:learn Knowledge Ingestion |
Generalized knowledge pipeline: acquire (PDF/md/docx/txt/epub/zip/tgz/GitHub) → sanitize (STRANGER-tier, 6 attack categories) → HITL gate → analyze → extract → deduplicate → generate skills/agents/teams → report with provenance (v1.35) |
| 143. sc:unlearn Reversible Sessions |
Reversible knowledge ingestion with changeset manager, graph integrity validation, and skill regeneration (v1.35) |
| 144. Citation Extraction & Resolution |
Multi-format citation extractor (8 regex patterns: APA, narrative, numbered, DOI, ISBN, URL, bibliography, prose), 6-adapter resolution cascade (CrossRef, OpenAlex, NASA NTRS, GitHub, Internet Archive, generic web) with confidence thresholds (v1.36) |
| 145. Bibliography Generation |
5 output formats (BibTeX, APA 7th, Chicago 17th, MLA 9th, custom Mustache), attribution reports with 5 claim categories, provenance chain tracking with bidirectional queries, integrity auditor (v1.36) |
| 146. Complex Plane Skill Positioning |
SkillPosition (θ angle, r radius) replacing linear model, tangent-line activation with geometric/semantic weight blending (60/40), Score stage integration preserving 5 downstream pipeline stages (v1.37) |
| 147. Angular Promotion Pipeline |
7-check AngularPromotionEvaluator (direction, adjacency, step, evidence, stability, velocity, F1/MCC), AngularRefinementWrapper with content direction analysis, CONSTRAINT_MAP preserving 3-correction/7-day/20% rules (v1.37) |
| 148. Chord Detection & Euler Composition |
ChordDetector with arc/savings/frequency filtering, EulerCompositionEngine (complex multiplication r1·r2·e^(i(θ1+θ2))), quality assessment with action recommendation, co-activation geometric gate (v1.37) |
| 149. Plane Metrics & Migration |
Versine distribution, exsecant reach, velocity warnings, skill-creator plane-status CLI (--json/--snapshot/--detail), SkillMigrationAnalyzer with dry-run/force/idempotent modes (v1.37) |
| 150. OS-Level Agent Sandbox |
Bubblewrap (Linux) and Seatbelt (macOS) per-agent profiles for 4 agent types, SSH key/credential directory denial, escape prevention (nsenter/unshare/chroot/proc blocking) (v1.38) |
| 151. Zero-Knowledge Credential Proxy |
SecretString with zeroize-on-drop, Unix socket server (mode 0600), domain allowlist (deny-by-default), API key injection without credentials entering sandbox, GNOME Keyring/macOS Keychain native stores (v1.38) |
| 152. CVE Staging Security Scanner |
8 pattern detectors (SEC-001 through SEC-008): settings.json hooks, API redirect, hook injection, MCP risk, sandbox escape, SSH key references, credential exfiltration, base64 obfuscation, agent-proof quarantine (v1.38) |
| 153. Security Dashboard |
Shield indicator at all 5 magic levels, 4 shield states (secure/attention/breach-blocked/inactive), critical events bypass magic filter, event timeline, security operations view (v1.38) |
| 154. IPC Foundation |
29 Zod+serde event type schemas with TS-Rust JSON parity, 9 Tauri command stubs, desktop IPC wrappers, .planning/ directory scaffold (v1.39) |
| 155. Rust SSE API Client |
Anthropic Messages API streaming via SSE, secure key management (env/keychain/encrypted file), exponential backoff retry with 429 compliance, conversation history persistence (v1.39) |
| 156. CLI Chat & READY Prompt |
Terminal-styled webview chat with READY. sequence, streaming render from IPC deltas, command history, auto-scroll, LED status panel, XSS prevention (v1.39) |
| 157. Magic Verbosity Control |
5-level system (Full Magic L1 to No Magic L5), event visibility map for 29 event types, chat passthrough, JSON persistence, Settings recalibrate panel with live preview (v1.39) |
| 158. Service Launcher |
7-service dependency graph with Kahn's topological sort, ordered startup with dependency validation, 5s health checks (3→Degraded, 5→Failed), LED state machine, graceful shutdown (v1.39) |
| 159. Staging Intake |
Filesystem watcher with atomic move-to-processing, hygiene pipeline (YAML code execution, path traversal, zip extraction), quarantine routing, debrief collector with calibration ratios (v1.39) |
| 160. Self-Improvement Lifecycle |
RETROSPECTIVE.md template generator, changelog watch with LEVERAGE/PLAN/WATCH classification, calibration delta computation, observation harvester, prioritized action generator (v1.39) |
| 161. PDF Extraction Pipeline |
pdftotext-based extraction with chapter/part detection, LaTeX math preservation, TikZ diagram cataloging, MusiXTeX tagging, exercise/build-lab extraction, 8000-token chunk segmentation, JSONL manifest (v1.40) |
| 162. Ingestion Harness |
Atomic checkpoint write/read with SHA-256 integrity hash, multi-session resume with validation, per-chapter metrics (tokens, concepts, math density), dashboard bridge writing JSON to console outbox (v1.40) |
| 163. Dual-Track Learning |
Track A (Parts I-V) and Track B (Parts VI-X) concept extraction with regex-based detection, complex plane positioning via PART_ANGULAR_REGIONS, progressive depth tracking, ecosystem cross-referencing, token budget enforcement (v1.40) |
| 164. Three-Track Verification Engine |
Track A concept coverage audit via Jaccard similarity, Track B cross-document consistency via antonym-pair detection, Track C eight-layer-to-ten-part progression mapping, 8-type gap taxonomy, 4-level severity (v1.40) |
| 165. Refinement & Reporting |
Knowledge patch generator (proposals only, requiresReview=true), improvement ticket generator with reproduction steps, skill refiner with complex plane positions, 11-section dogfood report builder, safety validator (v1.40) |
| 166. Safety Validation |
Bounded learning enforcement (≤20% via Levenshtein), checkpoint integrity (SHA-256), no auto-application (requiresReview=true on all patches), regression gate (16,795 tests, 0 failures) (v1.40) |
| 167. Slim CLAUDE.md Architecture |
417→46 line CLAUDE.md migration with 4 auto-activating skills (gsd-workflow, skill-integration, session-awareness, security-hygiene), 3 scoped subagent definitions (executor, verifier, planner), reference document architecture (v1.41) |
| 168. Git Workflow Intelligence |
Git-aware pattern detection from commit history, progressive disclosure git workflow skill, CLI command registration, coverage reporting with @vitest/coverage-v8 (v1.42) |
| 169. Gource Visualization Pipeline |
Configuration profiles for repository history animation, batch processing scripts, avatar/caption management, BATS test suites, deployment documentation (v1.43) |
| 170. PyDMD Knowledge Dogfood |
sc:learn pipeline dogfood against PyDMD scientific computing library, concept mapping to knowledge graph, tutorial replay engine, accuracy checker, observation bridge, dogfood report template (v1.44) |
| 171. Agent-Ready Static Site Generator |
Custom SSG for tibsfox.com with markdown→HTML pipeline, Mustache template engine, agent discovery layers (llms.txt, llms-full.txt, AGENTS.md, Schema.org JSON-LD), client-side search, citation integration, WordPress MCP sync (v1.45) |
| 172. Upstream Intelligence Pack |
Upstream change monitoring with 5 agents (SENTINEL, ANALYST, TRACER, PATCHER, HERALD), 3 team topologies, channel monitors for Anthropic API/SDK, append-only persistence with rollback, 50-event historical test corpus (v1.46) |
| 173. Fluid Systems Engineering |
Darcy-Weisbach and Hazen-Williams pressure drop calculations, ASHRAE TC 9.9 thermal guidelines, CDU selection, pump curve modeling with system curve intersection, glycol concentration effects (v1.48) |
| 174. Power Systems Engineering |
NEC 220/310/690 calculations, transformer K-factor derating, UPS runtime with battery aging, PDU whip scheduling, BESS capacity planning, DC distribution voltage drop, solar PV string sizing (v1.48) |
| 175. Thermal Engineering |
Conduction/convection/radiation with composite R-values, LMTD and effectiveness-NTU heat exchanger methods, PUE/TUE/WUE efficiency metrics, cooling load estimation, free cooling economizer hours (v1.48) |
| 176. Blueprint Engine |
P&ID generation with 50 ISA-5.1 symbols, SLD with 30 IEEE C2-2023 symbols, floor plan layout with hot/cold aisle containment, isometric piping views, SVG output with DXF export, parametric symbol helpers (v1.48) |
| 177. Dimensional Analysis |
Physical unit tracking (SI/Imperial), tolerance stack-up (RSS/worst-case), Buckingham Pi dimensional homogeneity, interference checking between piping/conduit/structural, NEC 392 cable tray fill (v1.48) |
| 178. Simulation Bridge |
OpenFOAM case file generation, ngspice netlist generation, React artifact output, Minecraft redstone mapping, Factorio blueprint patterns, FreeCAD macro generation — input generation only, correct scope boundary (v1.48) |
| 179. Construction Documents |
BOM generation with quantity takeoff, installation sequence planning with dependencies, commissioning checklists (ASHRAE Guideline 0, NETA ATS), O&M manual generation, spare parts with A/B/C criticality (v1.48) |
| 180. Creative Pipeline |
Blender bpy script generation for 3D walkthroughs, ffmpeg assembly for construction timelapse, social media export templates (LinkedIn, Instagram carousel), render preset management (v1.48) |
| 181. Safety Warden Agent |
3 operating modes (annotate/gate/redirect), mandatory PE disclaimer on all engineering outputs, non-bypassable structural architecture, HITL gate for calculation application, IEC/NEC/ASHRAE citation on every output (v1.48) |
| 182. Physical Infrastructure Chipset |
Router topology with Architect (Opus) entry point, 4 Sonnet specialist agents (Fluid, Power, Thermal, Blueprint), Safety Warden crosscut, 3 team topologies (domain-specialist, cross-domain, full-build), 3 E2E integration pipelines (v1.48) |
| 183. Usage Event Emission & JSONL EventStore |
UsageEvent types with lifecycle tracking (load, activate, deactivate, error), append-only JSONL EventStore with session-aware event correlation, automatic emission integrated into skill lifecycle (v1.49.13) |
| 184. Skill Health Pattern Detector |
UsagePatternDetector identifying 7 skill health patterns: load-never-activate, correction-magnet, single-session-spike, co-activation cluster, score-drift, seasonal, session-spread (v1.49.13) |
| 185. Adaptive Feedback Pipeline |
ScoreAdjuster with bounded +/-20% multipliers per adjustment cycle, CachePromoter for automated cache tier promotion, sc:digest integration (Step 4.5), 90-day retention enforcement with automatic event pruning (v1.49.13) |
| 186. Multi-Ecosystem Dependency Auditor |
Manifest parsing for 5 ecosystems (npm, PyPI, conda, crates.io, RubyGems), OSV.dev vulnerability scanning with severity mapping, shared rate-limiter (<=30 req/60s), incremental scanning of changed dependencies only (v1.49.14) |
| 187. Dependency Health Diagnostician |
6-class health classification (healthy, aging, stale, abandoned, deprecated, vulnerable), ecosystem-aware thresholds, Python compatibility matrix, conflict detection, P0-P3 severity ranking (v1.49.14) |
| 188. Alternative Discoverer |
SuccessorDetector, ForkFinder, EquivalentSearcher, InternalizationFlagger with structured evidence and confidence scores, relationship type classification (v1.49.14) |
| 189. HITL Dependency Resolver |
Backup before every manifest change, dry-run verification, human-in-the-loop approval gate, one dependency per resolution (blast radius control), instant rollback from backup (v1.49.14) |
| 190. Code Absorber with Oracle Testing |
Criteria gate (<=500 LOC, stable API, pure functions), oracle testing against 10,000+ generated cases, gradual call-site replacement (<=20% tranches), hard block on crypto/parsers/protocols/compression (v1.49.14) |
| 191. Cross-Project Health Learning |
Append-only health.jsonl with mandatory provenance, StagingHealthGate for pipeline integration, PatternLearner with pre-emptive warnings after 5+ projects flag same dependency (v1.49.14) |
| 192. Model Abstraction Layer |
Chip drivers for OpenAI-compatible and Anthropic endpoints, ChipRegistry with CLI integration, Zod-validated chipset.json configuration schemas (v1.49.15) |
| 193. Multi-Model Evaluation |
Benchmark schema with grader calibration, model-aware grading with tier detection, capability profiling, threshold configuration (v1.49.15) |
| 194. MCP Mesh Infrastructure |
LLM Wrapper with per-chip queuing and timeout handling, Mesh Discovery with node health monitoring and stale eviction, DACP Transport with provenance tracking and fidelity-adaptive compression (v1.49.15) |
| 195. Mesh Orchestration & Failover |
Pure scoring functions (scoreNode, rankNodes, selectWithFallback), MeshCoordinator with dispatch, fan-out, pipeline, and automatic failover, VTM wave planner and multi-model optimizer (v1.49.15) |
| 196. Cross-Mesh Context Preservation & Skill Packaging |
Context preservation across mesh boundaries with transcript summarization, mesh git worktrees with proxy committer, skill manifest and packager with tested_models and mesh_hints, Skill Creator MCP Server with 8 pipeline tools (v1.49.15) |
| 197. Skill Lifecycle & MCP Tool Handlers |
SkillLifecycleResolver with draft/tested/graded state derivation, SkillCreatorMCP server with 10 real tool handlers (compare, analyze, optimize, package, benchmark), pipeline wiring (v1.49.16) |
| 198. Task Execution Engine |
TaskTracker with lifecycle state machine and event emission, MeshExecutor with wave, pipeline, and parallel dispatch modes (v1.49.16) |
| 199. Model Capability Classification & Calibration |
CapabilityClassifier and LimitationRegistry, extended ModelAwareGrader with grading context and calibrated hints, CalibrationStore for eval persistence (v1.49.16) |
| 200. Optimization Driver with Convergence Detection |
ConvergenceDetector and VariantGenerator, OptimizationDriver with convergence loop and variant forking (v1.49.16) |
| 201. Muse Schema Foundation |
Muse schema with 6 system definitions and Zod validator, wired into chipset barrel exports, CI guard to block .planning/ files from being pushed (v1.49.16) |
| 202. Cartridge Packaging Format |
New composition mechanism for knowledge packs — cartridge types, loader, validator, registry, packer/unpacker, integration with existing pack system (v1.49.17) |
| 203. Audio Engineering Educational Pack |
36 concepts across 6 domains (synthesis, physics of sound, consoles & mixing, DJ culture, MIDI & protocols, production), 32 citations from foundational literature, college enrichments for music and physics departments (v1.49.17) |
| 204. Hardware Infrastructure Pack |
5 hardware tiers (edge, desktop, workstation, server, cloud) with node profiles and type system, college enrichments for electronics and engineering departments, mesh architecture mapping (v1.49.17) |
| 205. Space Between Cartridge & Muse Vocabulary |
31 integrated concepts bridging audio, hardware, and mathematics, 122-entry foundation vocabulary index for the creative insight engine (Cedar), cross-domain concept bridging, integration tests (v1.49.17) |
| 206. Observatory Shell & Telescope |
Navigation, state management, dark theme, unified telescope view with 4 parallel chains, learner progression across all 8 mathematical foundations simultaneously (v1.49.18) |
| 207. 8 Mathematical Foundation Wings |
One wing per foundation (Unit Circle, Pythagorean, Trigonometry, Vector Calculus, Set Theory, Category Theory, Information Theory, L-Systems), each with 6-phase content (wonder, see, touch, understand, connect, create) (v1.49.18) |
| 208. Interactive Canvas & Nature Simulations |
Canvas system with RAF loop, FPS tracking, pointer normalization, 5 nature simulations (set visualizer, functor bridge, tree growth, magnetic field), generative art tools (v1.49.18) |
| 209. Garden Creative Workshop |
Art canvas, music studio (Tone.js), L-system editor, reflective journal — create with mathematics before learning notation (v1.49.18) |
| 210. Narrative Layer & Foundation Infrastructure |
8 wonder stories (zero mathematical notation), 8 literary bridges, 20 reflection prompts, foundation registry (1,489 lines, 6 phases each), connection graph with BFS pathfinding, progression engine, Wonder Warden with soft/hard phase gating (v1.49.18) |
| 211. Gastown Chipset Definition & Validator |
Complete YAML with agent topology, communication channels, dispatch config, 4-stage validator (schema, token budget, topology, channels), JSON Schema draft-07 (v1.49.19) |
| 212. 12 Multi-Agent Orchestration Skills |
Mayor, Polecat, Witness, Refinery, Mail, Nudge, Hook, Sling, Done, Runtime HAL, GUPP, Beads — absorbed from steveyegge/gastown into GSD ecosystem (v1.49.19) |
| 213. StateManager & Integration Documentation |
StateManager with atomic writes and crash recovery, 18 TypeScript interfaces, barrel export wiring, 10-document integration guide in docs/gastown-integration/ covering architecture, security model, trust boundaries, agent topology, and GSD workflow (v1.49.19) |
| 214. Documentation Consolidation |
Comprehensive documentation audit (22 findings across 158+ files), 6 resolved during consolidation (wrong GitHub URL, stale core concepts, missing wave execution docs, missing FEATURES entries, missing RELEASE-HISTORY entries, missing Gastown README links), payload-agnostic execution pattern documented (v1.49.20) |
| 215. Documentation Reflections |
16 remaining audit findings resolved: stale metrics in about.md and index.md updated to 85 milestones, placeholder files across 5 doc directories replaced with real content, stale package name fixed, stale version output fixed, filesystem-contracts supersession notice, GSD Orchestrator cross-reference to Mayor-coordinator, WordPress migration status corrected, OpenStack educational context headers (v1.49.20.1) |
| 216. Image to Mission Pipeline |
Creative translation pipeline: observation engine (4-layer visual analysis), context integrator (freeform parser with process insight), connection engine (cross-image synthesis), parameter extractor (color/geometry/material/feel), dual translation engines (code: Canvas/React/Three.js/CSS; design: SVG/palette/layout), build generator (atomic steps with philosophy), transmission packager (5 self-containment checks), pipeline bridge (complexity scoring 0-12, routing to vision-to-mission), 14 Zod schemas, image-to-mission skill definition, 253 tests (v1.49.21) |
| 217. PNW Research Browser Series |
Static research browsers for Pacific Northwest biodiversity: Columbia Valley Rainforest (www/tibsfox/com/Research/COL/, 8 research documents), Cascade Range (www/tibsfox/com/Research/CAS/, 10 research documents across elevation zones), PNW Living Systems (www/tibsfox/com/Research/ECO/, dual mission packs with LaTeX sources), PNW Gardening (www/tibsfox/com/Research/GDN/), series master index with deep cross-linking, client-side markdown rendering, no external dependencies (v1.49.22) |
| 218. GPU-Accelerated Math Co-Processor |
5 computational chips (Algebrus, Fourier, Statos, Symbex, Vectora) with CUDA GPU acceleration and NumPy CPU fallback, 18 MCP tools via Model Context Protocol, config-driven chip activation, VRAM monitoring, CUDA stream isolation, chipset YAML definition, 125 tests (v1.49.22) |
| 219. SYMBEX JIT Compiler |
AST-based Python-to-CUDA C translator with NVRTC runtime compilation, kernel cache, operator precedence and type inference, 48 JIT-specific tests (v1.49.23) |
| 220. Full GPU Acceleration Paths |
cuSOLVER (dense linear solve, SVD, eigenvalue decomposition), cuFFT (FFT/IFFT), cuRAND (Monte Carlo with configurable distributions), completing all 5 chip GPU backends (v1.49.23) |
| 221. Unison Language Research & Chipset |
Deep research study (5 modules + synthesis + verification, 28,693 words, 28 sources) at www/tibsfox/com/UNI/, translation chipset with 6 skills, 4 agents, and translation maps for Haskell, TypeScript, Rust, and Erlang equivalences (v1.49.23) |
| 222. Dashboard MCP Integration |
MathBridge polling MCP server for live math co-processor data, operation tracing, 16 tests (v1.49.23) |
| 223. Building Construction Mastery |
PNW building science research browser (www/tibsfox/com/Research/BCM/) with 6 trade disciplines at 5 audience levels: structural systems (ASCE 7-22 seismic), electrical systems (NEC 2023), plumbing & mechanical (UPC 2021), building envelope, codes & standards (dual OR/WA mapping), educational frameworks (ABET alignment), 119 safety callouts, 12 research files, 680 KB, 48/48 verification tests (v1.49.24) |
| 224. Smart Home & DIY Electronics |
Complete electronics curriculum browser (www/tibsfox/com/Research/SHE/) with 36 hands-on projects across 6 tiers, 22 sensors, 14 actuators, 10 communication protocols (MQTT, Zigbee, Z-Wave, Thread, Matter, Wi-Fi, BLE, LoRa, I2C, SPI), Home Assistant/ESPHome/ESP32 platform coverage, NEC safety integration, 56 safety callouts, 12 research files, 532 KB, 33/33 verification tests (v1.49.24) |